SOTAVerified

Autonomous Driving

Autonomous driving is the task of driving a vehicle without human conduction.

Many of the state-of-the-art results can be found at more general task pages such as 3D Object Detection and Semantic Segmentation.

(Image credit: Exploring the Limitations of Behavior Cloning for Autonomous Driving)

Papers

Showing 48814890 of 6092 papers

TitleStatusHype
Polarization Wavefront Lidar: Learning Large Scene Reconstruction from Polarized Wavefronts0
PolarNet: Accelerated Deep Open Space Segmentation Using Automotive Radar in Polar Domain0
Policy Distillation with Selective Input Gradient Regularization for Efficient Interpretability0
Polynomial Regression Network for Variable-Number Lane Detection0
PoseBench: Benchmarking the Robustness of Pose Estimation Models under Corruptions0
Pose Estimation and 3D Reconstruction of Vehicles from Stereo-Images Using a Subcategory-Aware Shape Prior0
Pose Estimation of Specific Rigid Objects0
PosePilot: Steering Camera Pose for Generative World Models with Self-supervised Depth0
Pose Refinement with Joint Optimization of Visual Points and Lines0
Poses as Queries: Image-to-LiDAR Map Localization with Transformers0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95Unverified
2InterFuserDriving Score76.18Unverified
3TCPDriving Score75.14Unverified
4TF++ WPDriving Score66.32Unverified
5Learning From All Vehicles (LAV)Driving Score61.85Unverified
6TransFuserDriving Score61.18Unverified
7TransFuser (Reproduced)Driving Score55.04Unverified
8TCP (Reproduced)Driving Score47.91Unverified
9Latent TransFuserDriving Score45.2Unverified
10GRIADDriving Score36.79Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17Unverified
2TransFuserRC56.36Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91Unverified
2TransFuserRC78.41Unverified